scienceed, Twitter, 9/5/2020 1:15:07 AM, 234365


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scienceed_2020-09-04_17-50-56.xlsx
scienceed_2020-09-04_17-50-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 05, 2020
Short Description:
scienceed via NodeXL https://bit.ly/3h1sxRt
@scifri
@stem_ai
@clandelstem
@doc_b_brown
@ctskeeley
@lenoramcrabtree
@jste1924
@tamiplein
@troydsadler
@gastromonica

Top hashtags:
#scienceed
#stem
#science
#ngss
#stemed
#onlinelearning
#scienceteacher
#stemeducation

Description:
Description
The graph represents a network of 327 Twitter users whose tweets in the requested range contained "scienceed", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 05 September 2020 at 00:52 UTC.

The requested start date was Saturday, 05 September 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 61-day, 21-hour, 20-minute period from Wednesday, 01 July 2020 at 16:04 UTC to Tuesday, 01 September 2020 at 13:25 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 327
Unique Edges : 248
Edges With Duplicates : 402
Total Edges : 650
Number of Edge Types : 5
Tweet : 99
Mentions : 122
Retweet : 165
MentionsInRetweet : 255
Replies to : 9
Self-Loops : 99
Reciprocated Vertex Pair Ratio : 0.0520231213872832
Reciprocated Edge Ratio : 0.0989010989010989
Connected Components : 72
Single-Vertex Connected Components : 26
Maximum Vertices in a Connected Component : 121
Maximum Edges in a Connected Component : 309
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.81905
Graph Density : 0.00341457008311289
Modularity : 0.540888
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 327 Twitter users whose tweets in the requested range contained "scienceed", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 05 September 2020 at 00:52 UTC.

The requested start date was Saturday, 05 September 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 61-day, 21-hour, 20-minute period from Wednesday, 01 July 2020 at 16:04 UTC to Tuesday, 01 September 2020 at 13:25 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : scienceed
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[4] https://www.globaleducationtimes.org/opinion/universities-vital-to-making-uk-a-science-superpower/1759/
[3] https://twitter.com/cleapss/status/1292765691418992641
[3] https://www.sciencefriday.com/articles/science-friday-summer-institute-2020/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[2] https://twitter.com/msdelarosa1/status/1292273590398865411
[2] https://www.tandfonline.com/doi/full/10.1080/02619768.2020.1806820?cookieSet=1
[2] https://twitter.com/wooksteroo/status/1278810706893254657
[2] https://www.tandfonline.com/doi/full/10.1080/21548455.2020.1727587?utm_source=twitter&utm_medium=social&utm_campaign=JPF15335&utm_term=post
[1] https://twitter.com/douglarkin01/status/1285934081184804864
[1] https://twitter.com/nselascience/status/1287268448075120641
[1] https://jobs.chronicle.com/job/283924/postdoctoral-research-fellow-/

Top URLs in Tweet in G1:
[3] https://www.sciencefriday.com/articles/science-friday-summer-institute-2020/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[1] https://www.sciencefriday.com/educational-resources/how-fireworks-get-their-colors/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com

Top URLs in Tweet in G2:
[2] https://www.tandfonline.com/doi/full/10.1080/02619768.2020.1806820?cookieSet=1
[1] https://www.surveymonkey.com/r/surveyschoolingathome
[1] https://twitter.com/JackHoJo/status/1288360220213874689
[1] https://www.tandfonline.com/doi/full/10.1080/23257962.2020.1758048
[1] https://twitter.com/SimonHarrisTD/status/1296089543674822656

Top URLs in Tweet in G3:
[1] http://saharalameh.com
[1] https://www.ncbionetwork.org/educational-resources/videos/zombie-college-5-rules-lab-safety?utm_source=hootsuite&utm_medium=&utm_term=&utm_content=&utm_campaign=
[1] https://www.youtube.com/watch?v=6OPJnO9W_rQ

[1] https://www.youtube.com/watch?v=Lgkfy-iPxDU

[1] https://www.youtube.com/watch?v=l5fGMJhD0qE

[1] https://www.youtube.com/watch?v=V8ndAyxkxtA

[1] https://www.facebook.com/BASF.ScienceEd.NorthAmerica/
[1] https://www.youtube.com/watch?v=gVebPEYiq2o

[1] https://www.teachersuperstore.com.au/subject/science/chemistry/
[1] https://www.teachersuperstore.com.au/how-to-save-the-whole-stinkin-planet

Top URLs in Tweet in G4:
[1] https://twitter.com/utdckatey/status/1283022993199955968

Top URLs in Tweet in G5:
[1] https://twitter.com/jste1924/status/1286743936942387206
[1] https://twitter.com/stanforded/status/1279822419532922880
[1] https://twitter.com/vicariouslee/status/1282546956020006912
[1] https://twitter.com/msdelarosa1/status/1292273590398865411
[1] https://www.edutopia.org/article/2-simple-ways-improve-online-instruction

Top URLs in Tweet in G6:
[1] https://twitter.com/NSF/status/1267062876692512768
[1] https://www.tandfonline.com/doi/abs/10.1080/09500693.2020.1783718?cookieSet=1

Top URLs in Tweet in G7:
[1] https://twitter.com/nselascience/status/1287268448075120641
[1] https://www.uncoveringstudentideas.org
[1] https://twitter.com/Katayune/status/1288434537626767361
[1] https://www.uncoveringstudentideas.org/resources/3dimensions

Top URLs in Tweet in G8:
[1] https://twitter.com/msdelarosa1/status/1292273590398865411
[1] https://www.science.org.au/sciencexart/spot-the-maths

Top URLs in Tweet in G9:
[3] https://twitter.com/cleapss/status/1292765691418992641
[2] https://twitter.com/wooksteroo/status/1278810706893254657
[1] https://twitter.com/irishsciteach/status/1300008347551379457
[1] https://twitter.com/carcher_pd/status/1280577995611275264
[1] https://www.teacherspayteachers.com/Product/Using-Periodic-Trends-to-Predict-Drug-Effectiveness-3835283

Top URLs in Tweet in G10:
[1] https://www.youtube.com/watch?v=6FUaoRgpxYs&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[29] twitter.com
[14] helpteaching.com
[10] youtube.com
[8] tandfonline.com
[4] globaleducationtimes.org
[4] sciencefriday.com
[2] org.au
[2] com.au
[2] coetail.com
[2] uncoveringstudentideas.org

Top Domains in Tweet in G1:
[4] sciencefriday.com

Top Domains in Tweet in G2:
[3] tandfonline.com
[2] twitter.com
[1] surveymonkey.com

Top Domains in Tweet in G3:
[5] youtube.com
[2] com.au
[1] saharalameh.com
[1] ncbionetwork.org
[1] facebook.com
[1] givepulse.com
[1] org.au
[1] twitter.com
[1] chronicle.com

Top Domains in Tweet in G4:
[1] twitter.com

Top Domains in Tweet in G5:
[4] twitter.com
[1] edutopia.org

Top Domains in Tweet in G6:
[1] twitter.com
[1] tandfonline.com

Top Domains in Tweet in G7:
[2] twitter.com
[2] uncoveringstudentideas.org

Top Domains in Tweet in G8:
[1] twitter.com
[1] org.au

Top Domains in Tweet in G9:
[7] twitter.com
[1] teacherspayteachers.com

Top Domains in Tweet in G10:
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[162] scienceed
[38] stem
[28] science
[17] ngss
[16] stemed
[15] onlinelearning
[15] scienceteacher
[14] stemeducation
[13] onlinelesson
[12] edchat



Top Hashtags in Tweet in G1:
[6] scienceed
[4] stemed
[4] scientificliteracy
[2] stem
[1] science
[1] phenomena
[1] ngss
[1] stemeducation

Top Hashtags in Tweet in G2:
[1] hechatie
[1] numeracyforall
[1] wearamask
[1] covid19ireland

Top Hashtags in Tweet in G3:
[29] scienceed
[6] science
[4] education
[3] stemeducation
[3] stem
[3] scicomm
[3] research
[3] sciencematters
[3] researcher
[3] edutwitter

Top Hashtags in Tweet in G4:
[7] scienceed

Top Hashtags in Tweet in G5:
[10] scienceed
[7] ngss
[4] urbaned
[3] nycnearpod
[3] earthscience
[2] stem
[2] nsta
[1] ngsschat
[1] stemed
[1] aste

Top Hashtags in Tweet in G6:
[4] scienceed
[2] ngss
[1] phdlife
[1] dissdone
[1] criticalscienceconsciousness

Top Hashtags in Tweet in G7:
[6] nsta
[6] nsta20
[6] scienceed
[5] ngss
[4] scied
[2] formative
[2] stem
[1] sciencects
[1] nsela
[1] stem20

Top Hashtags in Tweet in G8:
[6] scienceed
[5] students
[5] stem
[4] maths
[3] science
[2] stemeducation
[1] edchat
[1] covid19teaching
[1] summer
[1] teachers

Top Hashtags in Tweet in G9:
[11] scienceed
[7] edchatie
[4] chemed
[2] ukedchat
[2] aussieed
[2] asechat
[2] physics
[2] geographyteacher
[2] scienceteacher
[2] stemed

Top Hashtags in Tweet in G10:
[4] crosscuttingconcepts
[4] stem20
[1] scienceed

Top Words
Top Words in Tweet in Entire Graph:
[162] #scienceed
[111] science
[44] more
[38] #stem
[30] learn
[30] scifri
[28] #science
[24] thanks
[24] resources
[24] doc_b_brown

Top Words in Tweet in G1:
[28] scifri
[19] science
[18] friday
[17] institute
[16] summer
[13] educators
[13] watched
[13] fireworks
[13] show
[13] wondered

Top Words in Tweet in G2:
[5] see
[5] mask
[4] covid
[4] development
[4] education
[4] risk
[3] numeracy
[3] edtechne
[2] 'phoenix'
[2] chasing

Top Words in Tweet in G3:
[29] #scienceed
[6] #science
[6] science
[6] ice
[5] learning
[4] #education
[4] video
[4] education
[4] research
[4] teachers

Top Words in Tweet in G4:
[7] #scienceed
[6] attn
[6] peeps
[6] spread
[6] word
[6] apply
[6] bpenuel
[6] jbintzbscs
[6] abeslo
[6] sarahopenscied

Top Words in Tweet in G5:
[21] doc_b_brown
[18] thanks
[15] more
[13] jste1924
[13] allowing
[13] publish
[13] convinced
[13] potential
[13] value
[13] added

Top Words in Tweet in G6:
[4] #scienceed
[4] laura_z1127
[2] troydsadler
[2] #ngss
[2] pjfried
[2] likescied
[2] sharonjlynch
[2] uncresearch
[2] mizzoueducation
[2] bioteachk

Top Words in Tweet in G7:
[21] ctskeeley
[19] resources
[18] site
[18] ideas
[17] web
[13] uncovering
[13] student
[13] science
[11] look
[11] soon

Top Words in Tweet in G8:
[6] #scienceed
[5] #students
[5] #stem
[5] today's
[4] science_academy
[4] inviting
[4] cameras
[4] ready
[4] spot
[4] #maths

Top Words in Tweet in G9:
[11] #scienceed
[7] #edchatie
[7] science
[6] useful
[5] very
[5] teachers
[4] drjohnodonoghue
[4] #chemed
[4] trends
[3] year

Top Words in Tweet in G10:
[4] watch
[4] prof_mlubkowitz
[4] explore
[4] relationship
[4] between
[4] #crosscuttingconcepts
[4] children's
[4] books
[4] #stem20
[3] vbangjensen

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[18] web,site
[18] doc_b_brown,thanks
[18] science,friday
[16] friday,summer
[16] summer,institute
[15] thanks,jste1924
[15] jste1924,allowing
[15] allowing,publish
[15] publish,more
[15] more,convinced

Top Word Pairs in Tweet in G1:
[18] science,friday
[16] friday,summer
[16] summer,institute
[13] watched,fireworks
[13] fireworks,show
[13] show,wondered
[13] wondered,different
[13] different,colors
[13] colors,amazing
[13] amazing,reds

Top Word Pairs in Tweet in G2:
[2] 'phoenix',chasing
[2] chasing,sun
[2] sun,over
[2] over,galway
[2] r0,rising
[2] rising,covid
[2] covid,anyone
[2] anyone,covid
[2] covid,daughter
[2] daughter,wife

Top Word Pairs in Tweet in G3:
[3] #scicomm,#research
[3] #research,#sciencematters
[3] #sciencematters,#science
[3] #science,#researcher
[3] #researcher,#edutwitter
[3] #edutwitter,#education
[3] #education,#philosophy
[3] #philosophy,#university
[3] #university,#educationcannotwait
[3] #educationcannotwait,#educateyourself

Top Word Pairs in Tweet in G4:
[6] attn,#scienceed
[6] #scienceed,peeps
[6] peeps,spread
[6] spread,word
[6] word,apply
[6] apply,bpenuel
[6] bpenuel,jbintzbscs
[6] jbintzbscs,abeslo
[6] abeslo,sarahopenscied
[6] sarahopenscied,shmoovyshmoov

Top Word Pairs in Tweet in G5:
[15] doc_b_brown,thanks
[13] thanks,jste1924
[13] jste1924,allowing
[13] allowing,publish
[13] publish,more
[13] more,convinced
[13] convinced,potential
[13] potential,value
[13] value,added
[12] added,techn

Top Word Pairs in Tweet in G6:
[2] #scienceed,#ngss
[2] #ngss,pjfried
[2] pjfried,laura_z1127
[2] laura_z1127,likescied
[2] likescied,sharonjlynch
[2] sharonjlynch,uncresearch
[2] uncresearch,mizzoueducation
[2] mizzoueducation,bioteachk
[2] bioteachk,rhiannonmckee
[2] article,dr

Top Word Pairs in Tweet in G7:
[17] web,site
[13] uncovering,student
[13] student,ideas
[11] site,look
[10] ideas,science
[7] coming,soon
[7] soon,complete
[7] complete,overhaul
[7] overhaul,uncovering
[7] ideas,web

Top Word Pairs in Tweet in G8:
[4] science_academy,inviting
[4] inviting,#students
[4] #students,cameras
[4] cameras,ready
[4] ready,spot
[4] spot,#maths
[4] #maths,part
[4] part,sciencexart
[4] news,matic
[3] ahisa_national,science_academy

Top Word Pairs in Tweet in G9:
[5] very,useful
[5] science,teachers
[4] #edchatie,#scienceed
[3] useful,guides
[3] guides,science
[3] teachers,ireland
[3] ireland,#edchatie
[3] #edchatie,#chemed
[3] #chemed,#scienceed
[2] highly,recommend

Top Word Pairs in Tweet in G10:
[4] watch,prof_mlubkowitz
[4] prof_mlubkowitz,explore
[4] explore,relationship
[4] relationship,between
[4] between,#crosscuttingconcepts
[4] #crosscuttingconcepts,children's
[4] children's,books
[4] books,#stem20
[3] vbangjensen,watch
[3] #stem20,#s

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@scifri
@doc_b_brown
@ctskeeley
@jste1924
@nearpod
@bpenuel
@jbintzbscs
@abeslo
@sarahopenscied
@shmoovyshmoov

Top Mentioned in G1:
@scifri
@chienforstem
@quartokids

Top Mentioned in G2:
@edtechne
@laurieryan2
@scienceirel
@researchatnuig
@zhangchaosheng
@niamhlqb
@kathyosull
@drjohnodonoghue
@flynndpaul
@re

Top Mentioned in G4:
@bpenuel
@jbintzbscs
@abeslo
@sarahopenscied
@shmoovyshmoov
@clandelstem
@tiffanyne
@ctskeeley
@tiffanyneill
@tamiplein

Top Mentioned in G5:
@doc_b_brown
@jste1924
@nearpod
@msljflores
@ctskeeley
@nycschools

Top Mentioned in G6:
@laura_z1127
@troydsadler
@pjfried
@likescied
@sharonjlynch
@uncresearch
@mizzoueducation
@bioteachk
@rhiannonmckee
@mizzoultc

Top Mentioned in G7:
@ctskeeley
@jtugel

Top Mentioned in G8:
@science_academy
@ahisa_national
@news_o_matic
@doc_b_brown
@darciemanning19
@scifri
@jste1924
@gwr

Top Mentioned in G9:
@drjohnodonoghue
@cleapss
@theslimevids
@brooksplanet2

Top Mentioned in G10:
@prof_mlubkowitz
@vbangjensen
@heinemannpd
@heinemannpub
@krsciencelady
@mrmusselman
@kimrinehart22
@lgates_science

Top Tweeters
Top Tweeters in Entire Graph:
@femtech_
@protectingterra
@danzadanceorg
@academicchatter
@scalarhumanity
@scieducation1
@ksbrooker
@_open_science_
@drjlmooreiii
@hcresearcher

Top Tweeters in G1:
@ksbrooker
@hcresearcher
@cherilyntx
@phr5ed
@scifri
@phibetakappa
@katrobison
@mind2motion2
@lauraeventura
@jrzyshark

Top Tweeters in G2:
@newschambers
@iainmacl
@simonharristd
@scienceirel
@cellexplorers
@edtechne
@niamhlqb
@sspcentre
@ultrajessamyn
@nursingnotesuk

Top Tweeters in G3:
@givepulseevents
@jgates513
@cinehead
@sterlace
@brownellcassie
@svefoundation
@basfagproducts
@lesssummit
@elan4kids
@letterspresci

Top Tweeters in G4:
@bpenuel
@starrscience
@smithsonianscie
@tiffanyneill
@dora_kastel
@stemtricia
@tamiplein
@drspruitt
@bjmacnevin
@clandelstem

Top Tweeters in G5:
@drjlmooreiii
@brettashtonsj
@nearpod
@nycschools
@jorgedoespbl
@kevnix
@achosinfo
@mbraaten
@cubblib
@professorriley5

Top Tweeters in G6:
@jefordnctoy
@carolinebrooks_
@mizzoueducation
@uncresearch
@mrsyav
@drchancewlewis
@bioteachk
@troydsadler
@sharonjlynch
@lenoramcrabtree

Top Tweeters in G7:
@sciencecook
@sciencecat222
@drloriandersen
@lex1science
@allnstem
@jodystillherbol
@ellistartara
@hoolie1julie
@ctscience
@ctskeeley

Top Tweeters in G8:
@stem_ai
@gwr
@science_academy
@news_o_matic
@indschoolsvic
@ahisa_national
@davidwrush
@plcsydney_reads
@darciemanning19

Top Tweeters in G9:
@lessontoolbox
@cleapss
@drjohnodonoghue
@chemistryed
@emoflaherty
@theslimevids
@drniamhmcg
@brooksplanet2

Top Tweeters in G10:
@heinemannpub
@krsciencelady
@heinemannpd
@mrmusselman
@lgates_science
@vbangjensen
@kimrinehart22
@prof_mlubkowitz


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